{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-09-08T11:04:30.370807Z",
     "start_time": "2025-09-08T11:04:30.366261Z"
    }
   },
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 设置中文字体\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei', 'Microsoft YaHei', 'DejaVu Sans']  # 黑体、微软雅黑\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 解决负号显示问题\n",
    "path = 'D:/2506A/monty03/day11/file/'"
   ],
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-08T11:18:43.287131Z",
     "start_time": "2025-09-08T11:18:43.219507Z"
    }
   },
   "cell_type": "code",
   "source": [
    "plt.plot(['A','B','C'],[5,2,3],'o-')\n",
    "\n",
    "dict1 = dict(width=1,color='red',shrink=0.8)\n",
    "\n",
    "plt.annotate('这里是注释',('B',2.5),arrowprops=dict1)\n",
    "\n",
    "plt.show()"
   ],
   "id": "306579b78ff7f7cb",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 32
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-08T11:20:50.292459Z",
     "start_time": "2025-09-08T11:20:50.211010Z"
    }
   },
   "cell_type": "code",
   "source": [
    "plt.plot(['A','B','C'],[5,2,3],'o-')\n",
    "\n",
    "dict2 = dict(boxstyle='rarrow',facecolor='yellow',alpha=0.5)\n",
    "plt.text('B',2.5,size=20,bbox=dict2,s='注释')\n",
    "\n",
    "\n",
    "plt.show()"
   ],
   "id": "186ce22f441568ea",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 39
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-08T11:30:38.223015Z",
     "start_time": "2025-09-08T11:30:38.146349Z"
    }
   },
   "cell_type": "code",
   "source": [
    "plt.plot(['A','B','C'],[5,2,3],'o-')\n",
    "\n",
    "dict2 = dict(arrowstyle='->',color='k')\n",
    "plt.annotate('这里',('B',2.3),xytext=('C',5),arrowprops=dict2)\n",
    "\n",
    "\n",
    "plt.show()"
   ],
   "id": "8de37b05594c15c6",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 58
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
